Research Article
Cloud Particles Evolution Algorithm
Table 3
Comparison on the SR and the NFES of CPEA versus JADE, DE, PSO, ABC, and CEBA for each function.
| | | mean/ SD | mean/ SD | mean/ SD | mean/ SD | mean/ SD | mean/ SD | mean/ SD | mean/ SD | mean/ SD |
| JADE | SR | 1 | 1 | 1 | 1 | 1 | 0.98 | 0.94 | 1 | 1 | NFES | 2.8e + 4/ 6.0e + 2 | 1.0e + 4/ 3.5e + 2 | 5.7e + 3/ 6.9e + 2 | 6.9e + 4/ 3.0e + 3 | /
| 6.6e + 4/ 4.2e + 3 | 4.0e + 4/ 2.1e + 3 | /
| 1.3e + 5/ 1.8e + 3 |
| DE | SR | 1 | 1 | 1 | 1 | 0.96 | 1 | 0.94 | 1 | 0 | NFES | 3.3e + 4/ 6.6e + 2 | 1.1e + 4/ 2.3e + 3 | /
| 1.9e + 5/ 1.2e + 4 | 3.4e + 4/ 1.6e + 3 | 1.4e + 5/ 1.0e + 4 | 2.6e + 4/ 1.6e + 4 | 2.1e + 4/ 8.1e + 3 | — |
| PSO | SR | 1 | 1 | 1 | 0 | 0.86 | 0 | 0 | 1 | 0 | NFES | 2.9e + 4/ 7.5e + 2 | 1.6e + 4/ 1.4e + 3 | 7.7e + 3/ 9.6e + 2 | — | 2.8e + 4/ 9.8e + 2 | — | — | 1.8e + 4/ 7.2e + 2 | — |
| ABC | SR | 1 | 1 | 1 | 0 | 0.96 | 0 | 0 | 1 | 1 | NFES | 1.7e + 4/ 1.0e + 3 | 6.3e + 3/ 1.5e + 3 | 1.6e + 4/ 2.6e + 3 | — | 1.9e + 4/ 2.3e + 3 | — | — | 6.5e + 3/ 3.9e + 2 | 3.9e + 4/ 1.5e + 4 |
| CEBA | SR | 1 | 1 | 1 | 0 | 1 | 1 | 0.96 | 1 | 1 | NFES | 1.3e + 5/ 5.8e + 3 | 5.9e + 4/ 4.6e + 3 | 4.2e + 4/ 6.1e + 3 | — | 2.2e + 5/ 1.2e + 4 | 1.3e + 5/ 5.8e + 3 | 2.9e + 5/ 1.4e + 4 | 5.4e + 4/ 3.8e + 3 | 1.1e + 5/ 7.3e + 3 |
| CPEA | SR | 1 | 1 | 1 | 1 | 1 | 1 | 0.96 | 1 | 1 | NFES | /
| /
| 5.7e + 3/ 3.0e + 3 | /
| 7.7e + 3/ 3.4e + 2 | /
| /
| 2.4e + 3/ 4.3e + 2 | /
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